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| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Loading & Unloading | 15% | - Continuous loading with Snowpipe - File formats (JSON, CSV, Parquet, AVRO) - Data ingestion best practices - Data unloading and staging - Bulk loading with COPY command |
| Topic 2: Performance Optimization & Monitoring | 4% | - Query profiling and performance tuning - Resource optimization techniques - Query history and monitoring |
| Topic 3: Cloud Platform Overview & Snowflake Key Concepts | 8% | - Snowflake architecture layers (storage, compute, services) - Snowflake editions and features - Virtual warehouse concepts and credit usage |
| Topic 4: Security & Access Control | 10% | - Authentication (SSO, MFA) - Authorization (roles, privileges) - Governance best practices - Row-level and column-level security - Masking policies |
| Topic 5: Account Objects | 8% | - Resource monitors - Organizations and accounts structure - Warehouses, databases, and schemas hierarchy |
| Topic 6: Semi-Structured Data | 10% | - Array and object operations - VARIANT data type - Parsing and flattening semi-structured data |
| Topic 7: Data Sharing | 12% | - Reader account management - Shares and reader accounts - Data listing marketplace - Private sharing vs. Data Exchange |
| Topic 8: Time Travel & Cloning | 10% | - Time travel concepts and retention - Zero-copy cloning - UNDROP and historical data access - Fail-safe concepts |
| Topic 9: Databases, Tables & Views | 18% | - Data manipulation (DML operations) - Stored procedures and UDFs - Clustering and micro-partitions - Views (standard, materialized, secure) - Table types (permanent, transient, temporary) - Column types and sequences |
| Topic 10: Virtual Warehouses | 15% | - Warehouse monitoring and troubleshooting - Warehouse sizing and scaling - Multi-cluster warehouses - Warehouse creation and configuration - Cache concepts (warehouse, result, metadata) |
1. ユーザーステージにアンロードされたファイルのリストを返すコマンドは何ですか?
A) リスト @~
B) DESC @~
C) SHOW @~
D) GET @~
2. Snowflakeはどのような利用ケースでデータ転送料金を適用しますか?
A) クエリ結果の取得
B) 特定地域内でのデータ共有
C) データベースレプリケーション
D) Snowflakeにデータをロード中
3. Snowflakeユーザーは、Snowflakeにおけるクエリパフォーマンスを最適化するにはどうすればよいでしょうか?(2つ選択してください)。
A) テーブルをクラスタリングします。
B) 検索最適化サービスを有効にします。
C) ビューを作成します。
D) タイムトラベルを有効にする。
E) テーブルにインデックスを付けます。
4. アカウント管理者がユーザーにカスタムロールを付与した場合、そのユーザーはデフォルトでどのような追加権限を持つことになりますか?
A) ACCOUNTADMINロールに付与された権限
B) PUBLICロールによってアクセスされる権限
C) USERADMINロールによってアクセスされる権限
D) カスタムロールが保持するオブジェクトに対する権限
5. Snowflakeのバリアントカラムに日付やタイムスタンプなどの非ネイティブ値を保存すると、どのような影響が生じる可能性がありますか?
A) クエリパフォーマンスの向上とストレージ消費量の削減
B) クエリパフォーマンスの低下とストレージ消費量の増加
C) クエリパフォーマンスの向上とストレージ消費量の増加
D) クエリパフォーマンスの低下とストレージ消費量の減少
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: C | Question # 3 Answer: A,B | Question # 4 Answer: B | Question # 5 Answer: B |
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